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Purpose of Survey  
Effective communication and collaboration are cornerstone elements for organizational success in today’s rapidly evolving professional environment. Microsoft 365 has made communication and collaboration easier and more efficient for organizations. It is a valuable resource that companies have invested in to streamline how their organizations handle daily operations. A survey was created to gather employee feedback on the usage of Microsoft 365 and ensure that the investment in the platform is yielding the expected benefits. The survey was conducted with Ace Learning Group, Big Timber Manufacturing and Poplar Lane Technologies.  After analyzing the data, the survey shows the respondents agree that Microsoft 365 has improved the engagement for remote employees.  The first visualization shows that the respondents overwhelmingly agree that it has improved engagement, as 87% either agree or strongly agree that it has been beneficial. 
The second visualization shows those who responded that they agree or strongly agree that Microsoft 365 was beneficial to both remote employees and onsite teams show that also correlates into time save collaborating with other team members.  This saved time translates into improved team efficiency and enables them to allocate more time to other tasks, benefiting the organization. It is a great illustration of how technology can enhance productivity and streamline workflows in modern workplaces. 
Choice of Visualizations Justification #1 – Jennifer 
 
The bar chart for average scores is an essential visualization for analyzing survey data, particularly when evaluating subjective responses converted into numerical scores, like those concerning the effectiveness of Microsoft 365 tools. The primary advantage of a bar chart is its ability to represent data in a manner that is both accessible and easy to interpret, which is crucial when presenting to stakeholders who may not have the time or background to digest more complex visualizations. 
Detailed Justification for Using a Bar Chart: 
Clarity and Simplicity: A bar chart represents data through rectangular bars, with the length of each bar corresponding proportionally to the value it signifies. This makes it exceedingly straightforward for viewers to compare the scores across different questions, quickly identifying which features are rated higher or lower. 
Effective Communication: When presenting results to an audience, especially in business settings, clarity is key. A bar chart communicates essential information quickly and efficiently, without the need for viewers to understand statistical concepts. This makes it especially valuable in presentations where time and clear communication are of the essence. 
Comparative Analysis: The bar chart excels at showing comparisons among categories. In this case, it allows stakeholders to easily assess the relative effectiveness of various Microsoft 365 tools as perceived by users. For instance, if “Teams” and “OneDrive” are rated differently in terms of enhancing productivity, a bar chart distinctly highlights these differences, facilitating a discussion on why certain tools might be performing better or worse. 
Visual Appeal and Engagement: Bar charts are visually appealing and can be easily enhanced with colors to differentiate between categories, draw attention to data points, or align with corporate branding. This visual appeal helps engage the audience, making the presentation more memorable. 
Supports Decision Making: By displaying average scores clearly, a bar chart aids decision-makers in identifying areas of strength and opportunities for improvement. If a particular aspect of Microsoft 365 is rated lower, it might indicate a need for further investigation or targeted enhancements. 
Adaptability: Bar charts are adaptable to different presentations and reports. They can be easily resized, labeled, and annotated with additional information, such as confidence intervals or benchmarks, without losing readability. 
Overall, the bar chart for average scores serves both as a method for visual comparison and as a crucial tool in strategic decision-making, highlighting the features of Microsoft 365 that users find most and least effective based on their feedback. This supports informed decisions about where to allocate resources or how to address user concerns, directly impacting the improvement of tools and strategies for business productivity and team collaboration. 
Choice of Visualizations Justification #2 – Michele 
 
A pivot table is an extremely versatile and powerful tool for analyzing large datasets, particularly when dealing with complex, multi-dimensional data like survey responses concerning the effectiveness of Microsoft 365 tools. The use of a pivot table in this context can significantly enhance the analysis by providing a flexible, interactive way to summarize and explore data trends without the need for extensive programming or statistical software. 
Detailed Justification for Using a Pivot Table: 
Data Summarization: Pivot tables excel at summarizing data, allowing analysts to aggregate information and calculate statistics such as means, counts, and percentages. In the context of survey data, a pivot table can quickly show the average scores of responses across different groups or segments, such as by department or role within the company. 
Interactive Exploration: One of the key features of a pivot table is its interactivity. Users can dynamically rearrange the data—filtering, sorting, and grouping it in various ways to focus on different aspects of the data as needed. This flexibility is invaluable when drilling down into specifics, like understanding how different teams or demographic groups perceive the utility of Microsoft 365 tools. 
Facilitates Comparison: Pivot tables make it easy to compare data across different categories or over time. For instance, they can be used to compare how the perception of Microsoft 365’s effectiveness has changed before and after an upgrade or training session, providing clear insights into the impact of these initiatives. 
User-Friendliness: Despite their advanced features, pivot tables are quite simple to set up and operate within spreadsheet applications like Microsoft Excel. This accessibility ensures that business analysts and decision-makers can perform advanced data analysis without specialized statistical software, making data-driven decision-making more approachable. 
Visual Data Interaction: Although primarily a tool for data analysis rather than data visualization, pivot tables can be enhanced with visual elements like conditional formatting, which can highlight data trends and outliers, making the data easier to interpret at a glance. 
Supports Decision Making: By providing a comprehensive view of the data and allowing for easy manipulation and exploration, pivot tables help decision-makers identify trends, spot anomalies, and make informed decisions about strategic initiatives. For example, if a pivot table shows that user satisfaction with Microsoft 365 is particularly high in departments that received additional training, this could justify expanding training programs to other areas. 
Scalability: Pivot tables handle large datasets efficiently, making them suitable for businesses of any size. As the organization grows and collects more data, the pivot table remains an effective tool for managing and analyzing this information without performance degradation. 
A pivot table not only streamlines the analysis of complex data sets but also improves the decision-making process by offering detailed insights into the data in an accessible and highly flexible format. This tool is especially useful in corporate environments where understanding user feedback on tools like Microsoft 365 can lead to significant improvements in productivity and user satisfaction. 
Conclusions from Trends and Insights